# General QA on UltraDomain Mathematics (test) Source: [General QA on UltraDomain Mathematics (test)]() Collection index: [llms.txt]() Data updated: 2026-05-20T06:53:26.932Z Evaluation of General Question Answering performance on the UltraDomain Mathematics test set, measured using quality metrics such as Comprehensiveness, Diversity, Logicality, Relevance, and Coherence. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | General QA | | Dataset (including any stated split) | UltraDomain Mathematics (test) | | Metric | Comprehensiveness | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Comprehensiveness](): Higher is better; unit: PERCENT. - [Diversity](): Higher is better; unit: PERCENT. - [Logicality](): Higher is better; unit: PERCENT. - [Relevance](): Higher is better; unit: PERCENT. - [Coherence](): Higher is better; unit: PERCENT. ## Recorded results | Method | Comprehensiveness | Result date | Report paper | | --- | --- | --- | --- | | QAFD-RAG | 87.3 | Not recorded | 6a0d400ff984739ed673778f | | GraphRAG | 84.3 | Not recorded | 6a0d400ff984739ed673778f | | RAPTOR | 81.18 | Not recorded | 6a0d400ff984739ed673778f | | LightRAG | 80.93 | Not recorded | 6a0d400ff984739ed673778f | | HippoRAG | 80.77 | Not recorded | 6a0d400ff984739ed673778f | ### QAFD-RAG Comprehensiveness: 87.3. Result ID: 6a0d58c1fbc373592c04cd96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphRAG Comprehensiveness: 84.3. Result ID: 6a0d58c1fbc373592c04cd92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RAPTOR Comprehensiveness: 81.18. Result ID: 6a0d58c1fbc373592c04cd94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LightRAG Comprehensiveness: 80.93. Result ID: 6a0d58c1fbc373592c04cd93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HippoRAG Comprehensiveness: 80.77. Result ID: 6a0d58c1fbc373592c04cd95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.